Labs

Stat 154/254: Statistical Machine Learning

Lab 1

Lab 1 Exercise - Linear Regression Basics

Lab 1 Solution

Lab 2

Lab 2 Presentation - Data Visualization for Linear Modeling

Lab 2 Exercise - Linear Regression Challenge

Lab 3

(continuing Lab 2 Exercise)

Lab 4

Lab 4 Presentation - Linear Regression Challenge Round-up

(no exercise)

Lab 5

Lab 5 Exercise - Earthquake Afterschok Prediction Reading

Lab 6

Lab 6 Exercise - Build-Your-Own-Dataset Challenge

Lab 7

Lab 7 Exercise - Build-Your-Own-Dataset Challenge – Predict

Lab 8

Lab 8 Exercise - Build-Your-Own-Dataset Challenge – Score

Lab 9

Lab 9 Exercise - Test Set Overfitting Reading

Lab 10

Lab 10 Exercise - Bagging and Boosting Challenge

Lab 11

(continuing Lab 10 exercise)

Lab 12

Lab 12 Presentation - Bagging and Boosting Challenge Round-Up

(no exercise)

Lab 13

Lab 13 Exercise - Reading a JAX tutorial